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Psychological well-being within eating disorder patients
Validation of the Dutch scales of psychological well-being and relations with maladaptive
personality functioning
Master of Science thesis, 10 april 2018
Fenne E.C. van Holthe
University of Twente
Faculty of Behavioural, Management and Social Sciences
Programme: Positive Psychology and Technology
P.M. ten Klooster, PhD, 1st supervisor
J.A. de Vos, MSc, 2nd supervisor
Abstract
Although psychological well-being (PWB) has been found to be substantially impaired within
eating disorder patients, the Dutch scales of PWB have not been psychometrically tested in a
clinical population yet. The theoretical concept of PWB includes six dimensions: Purpose in
Life, Personal Growth, Autonomy, Environmental Mastery, Self-Acceptance, and Positive
Relationships with Others. The aim of this study was to examine the factorial validity, internal
consistency, convergent validity, and incremental validity of the PWB scales. In addition,
relations between PWB and maladaptive personality functioning were explored.
The sample consisted of 502 patients seeking treatment at a specialized center for eating
disorders. Cross-sectional data from the intake were used to test the psychometric properties of
the 8/9-item per scale version. The factor structure was explored through principal component
analyses with oblimin rotation, internal consistencies were obtained through Cronbach’s alpha
analyses, and incremental validity was tested through multivariate linear regression analyses.
Convergent validity and correlations with maladaptive personality functioning were examined
through bivariate correlation tests.
About two-third of the items loaded on the expected six dimensions of PWB indicating
partial support of the 6-factor structure. Internal consistencies of the scales were fair to good.
Correlations with other measures were significant and mostly in accordance with expectations.
PWB dimensions explained 3.1% additional variance in eating pathology above and beyond
psychopathological symptoms, specifically Autonomy and Self-Acceptance. Beyond this,
multiple significant correlations were found between PWB dimensions and domains of
maladaptive personality functioning.
The construct of PWB can be measured in a fairly reliable and valid way through the
Dutch PWB scales. A confirmative factor analysis is recommended to test the factor structure
more extensively and to examine the instrument’s invariance between groups to interpret group
differences. For the purpose of routine outcome monitoring, further research is also
recommended on test-retest reliability and the scales’ capabilities to measure changes over time.
Present findings supported incremental validity, but additional support may be obtained from a
longitudinal study. The relationship between PWB and maladaptive personality functioning
needs to examined into more depth considering the possible implications for the treatment of
patients with comorbid personality disorders.
Table of contents
Introduction ............................................................................................................................4
Method ...................................................................................................................................9
Results.................................................................................................................................. 14
Discussion ............................................................................................................................ 22
References ............................................................................................................................ 29
Appendix A: PWB-items of the PGGS ................................................................................. 34
Appendix B: Supplementary results ...................................................................................... 36
PWB within eating disorder patients | 4
Introduction
It is only recently that psychological well-being (PWB) has become a research focus in the
study and treatment of eating disorder patients (De Vos, LaMarre, Radstaak, Bijkerk,
Bohlmeijer, & Westerhof, 2017; Tomba, Offidani, Tecuta, Schumann, & Ballardini, 2014;
Tomba, Tecuta, Schumann, & Ballardini, 2017). Although the World Health Organization
(1948) has stressed the positive dimension of mental health since decades, most research
exclusively focussed on psychopathological dysfunction. Only at the beginning of this century,
positive mental health in eating disorders was addressed in terms of quality of life and
subjective well-being (Jenkins, Hoste, Meyer, & Blissett, 2011).
A more comprehensive approach to well-being, however, addresses the degree to which
a person is fully functioning (Ryan & Deci, 2001). Besides the tendency to focus on happiness
in terms of pleasure attainment and pain avoidance (hedonia), people are driven to fulfill their
talents and potentialities (eudemonia). In other words, life is not merely about having a pleasant
life but also about having a good life encompassing meaning and self-realization. The
theoretical conceptualization of PWB (i.e. positive psychological functioning) was pioneered
and developed by Ryff (1989, 1995) and generated from multiple frameworks. Included in the
model are six core dimensions: the belief that life has a purpose and meaning (Purpose in Life),
a sense of growth and development (Personal Growth), a sense of self-determination
(Autonomy), the capacity to manage one’s life effectively (Environmental Mastery), positive
self-evaluation (Self-Acceptance) and the holding of warm and qualitative relationships with
other people (Positive Relationships with Others). The operationalization of each dimension is
shown in Table 1.
The relation between PWB and mental illness has been addressed in several studies. For
example, multiple indicators of depression (i.e. dysfunctional energy and dysfunctional affect)
showed negative associations with all dimensions of PWB, in particular with Self-Acceptance
and Environmental Mastery (Ryff & Keyes, 1995). Also, symptoms in patients suffering from
a panic disorder showed negative associations with Environmental Mastery, Personal Growth,
Purpose in Life and Self-Acceptance (Fava, Rafanelli, Ottolini, Ruini, Cazzaro, & Grandi,
2001). Although positive psychological functioning is related to mental illness, the ‘two-
continua model of mental health’ states that this relation is not perfect (Keyes, 2005).
Experiencing many psychopathological symptoms may increase the chance of decreased
positive functioning, but this is not necessarily always the case. An individual suffering from a
mental illness may still have a high degree of PWB at the same time and vice versa. In other
PWB within eating disorder patients | 5
words, a lack of psychopathological symptoms does not imply optimal functioning (Lamers,
Westerhof, Bohlmeijer, Ten Klooster, & Keyes, 2011). The complementary role of positive
functioning to mental illness points out the need of assessing PWB in addition to
psychopathological symptoms in patients suffering from a mental disorder.
Table 1
Dimensions of psychological well-being
Purpose in Life
Has plans and goals in life and a sense of directedness. Feels there is a meaning to present and
past life and holds beliefs that give life a certain purpose.
Personal Growth
Has a feeling of continued development and the perception of oneself as growing and
developing. Has an open attitude towards new experiences and a sense of realization of
potentialities.
Autonomy
Is self-determined and independent. Resists social pressure to think or act in a certain manner
and regulates behaviour from within. Also, uses personal standards for self-evaluation.
Environmental Mastery
Has a sense of mastery and competence in managing environmental demands and controlling
complex activities. Uses effectively surrounding opportunities and chooses and creates
contexts which suit personal needs and values.
Self-Acceptance
Has a positive attitude towards oneself and the acknowledgement of multiple aspects of the
self including positive and negative characteristics. Has a positive feeling on the past and
course of life.
Positive Relationships with Others
Has warm, trustful relationships with others and is involved in the well-being of others. Has
capabilities like empathy, affection and intimacy as well as an understanding of the concept of
give and take of human relationships.
Suffering from an eating disorder has a profound impact on patients’ lives, as research
revealed that people with eating disorders have the lowest levels of quality of life of all
psychiatric illnesses (Jenkins et al., 2011). With increasing prevalence rates and a peak age of
onset between 14-19 years, eating disorders are among the most prevalent disorders in
adolescence and often take a chronic course (Herpertz-Dahlmann, 2015). Most eating disorders
are characterized by disturbed eating or eating-related behaviour and weight changes which
very often involves continuous preoccupation with eating and weight-control practices. The
main types of eating disorders include anorexia nervosa (AN), bulimia nervosa (BN) and binge-
eating disorder (BED) (DSM-5; APA, 2013). Although eating-related behaviour differs
between AN and BN, self-evaluation in both types is highly influenced by the overevaluation
PWB within eating disorder patients | 6
of and dissatisfaction with one’s body weight and shape. As a result, patients with AN
persistently restrict energy intake leading to significant low body weight (DSM-5; APA, 2013).
The severe and prolonged starvation, particularly present in AN-patients, can seriously
influence the brain and bone development (Herpertz-Dahlmann, 2015). Of all mental illnesses,
AN has the highest mortality rate (Hoek, 2006). BN-patients experience recurrent episodes of
binge eating (i.e. uncontrolled overeating) followed by inappropriate compensatory behaviour
such as self-induced vomiting or misuse of laxatives. Although BED-patients also display
severe and uncontrolled overeating behaviour in recurrent episodes, they do not engage in
inappropriate compensatory behaviours like BN-patients (DSM-5; APA, 2013). Lifetime
prevalences for AN and BN within a Dutch nationally representative survey (NEMESIS-2)
were respectively 2.0% and 1.1% among women, and 0.0% and 0.2% among men (Bijl, Ravelli,
& Van Zessen, 1998). In the US, a nationwide representative survey demonstrated lifetime
prevalence rates for AN, BN and BED of 0.9%, 1.5%, and 3.5% among women, and 0.3%,
0.5%, and 2.0% among men (Hudson, Hiripi, Pope, & Kessler, 2007). The age of onset in BED-
patients tended to be later (around the age of 25) than those in AN- and BN-patients.
Additionally, comorbidity with other disorders such as mood, anxiety, impulse-control, and
substance use disorders was found to be common. Also, meta-analysis showed frequent
comorbidity with personality disorders (Martinussen et al., 2017).
The role of PWB within eating disorders was first investigated by Tomba et al. (2014).
Through a controlled study, involving a sample of 245 outpatients covering the main eating
disorders, they found that PWB was substantially impaired. Compared to healthy controls,
patients with eating disorders showed lower scores on Autonomy, Environmental Mastery,
Positive Relationships with Others, and Self-Acceptance. The findings also showed differences
between diagnostic groups. For example, BN-patients reported lower scores on all dimensions
than healthy controls whereas BED-patients only scored lower on Autonomy, Environmental
Mastery, and Self-Acceptance. AN-patients showed impaired PWB regarding Positive
Relationships with Others and Self-Acceptance, but similar scores to healthy controls on the
other dimensions of PWB (Tomba et al., 2014).
The additional value of positive functioning is reflected by previous findings showing
that positive scores on PWB protect against future psychopathological symptoms in general and
contribute to relapse prevention (Lamers, Westerhof, Glas, & Bohlmeijer, 2015; Schotanus-
Dijkstra, Ten Have, Lamers, De Graaf, & Bohlmeijer, 2016). In an exploratory study on
outpatients with eating disorders it was found that, in addition to standard measurement of BMI,
symptomatology and behavioural parameters, treatment outcome in eating disorders may
PWB within eating disorder patients | 7
benefit from changes in positive functioning such as PWB. In particular, the enhancement of
warm relationships and self-acceptance may strengthen treatment outcome (Tomba et al.,
2017). Moreover, a systematic review and qualitative meta-analysis by De Vos et al. (2017)
showed that former eating disorder patients rate PWB as a key criterion for recovery in addition
to symptom remission. Self-Acceptance, Positive Relationships with Others, Personal Growth
and Autonomy were the most frequently mentioned dimensions of PWB. Given these findings,
it was recommended by the researchers to include measurements of PWB in future outcome
studies and in routine outcome measurement in addition to measuring pathology change or
remission.
The theoretical construct of PWB was operationalized into the Scales of Psychological
Well-Being (SPWB; Ryff, 1989). Initially, this self-report assessment instrument consisted of
32-items per dimension. Examined in a general population sample of 321 young, middle-aged
and older adults, items that showed low correlations with their own scale were deleted. This
resulted into an instrument with 20 items per scale with high internal consistency coefficients
for all six subscales. Besides reliability, preliminary evidence for construct validity was
provided. Correlations with other measures of positive functioning (i.e. life satisfaction, affect
balance, self-esteem, internal control, and morale) were weakly to strongly positive and
correlations with other measures of negative functioning (i.e. powerful others, chance control,
depression) were weakly to moderately negative. Although correlations between some of the
PWB scales were found to be rather strong (Self-Acceptance correlated strongly with
Environmental Mastery and Self-Acceptance correlated strongly with Purpose in Life), initial
evidence supported the view that different underlying constructs were involved. This was
illustrated by the facts that items of each scale correlated most strongly with their own scale,
the scales had differential patterns of associations with other measures, and items loaded on
different factors of well-being. This pilot-study resulted into different versions ranging from
14-items per scale to 3-items per scale. Following this, the psychometric properties were tested
in a nationwide sample using the 3-item per scale version. Internal consistencies of the scales
were found to be low to modest this time, but confirmatory factor analyses supported the 6-
factor model (Ryff & Keyes, 1995). A few years later, the 6-factor structure was confirmed for
the same short version in another large sample (Clarke, Marshall, Ryff, & Wheaton, 2001).
Although the SPWB is a popular measure in practice, it is controversial in the literature. Not all
analyses supported a 6-factor structure or even multidimensionality, especially when using a
longer version (Kafka & Kozma, 2002; Springer & Hauser, 2006; Triadó, Villar, Solé, &
Celdrán, 2007; Van Dierendonck, 2004). Van Dierendonck (2004) examined the psychometric
PWB within eating disorder patients | 8
properties of different versions (3-items, 9-items and 14-items per scale) in two Dutch samples
consisting of students (N=233) and professionals (N=420). Whereas factorial validity was only
supported by the 3-items per scale version, internal consistencies were not acceptable. On the
other hand, good reliabilities were found for the longer 14-items per scale version, but findings
did not support factorial validity. The length of the scales was therefore constrained to 6-8 items
per scale which showed the best overall psychometric quality (Van Dierendonck, 2004).
Until now, psychometric testing of the PWB scales has been almost completely limited
to non-clinical populations. Psychometric assessment of the Dutch PWB scales in a clinical
population, in particular within eating disorder patients, has not been conducted so far.
Although former patients indicated that PWB plays an important role in recovery, the
incremental value of PWB in explaining pathological symptoms has not been explored either.
Furthermore, little is known about the relation between PWB and personality
functioning. Comorbid personality disorders are common in patients with eating disorders and
previous findings suggested that they worsen the long-term outcome (Martinussen et al., 2017).
Hence, it may help to consider associations between personality functioning and PWB in order
to better understand the etiology of eating disorders and to maintain and develop effective
treatments (Farstad, McGeown, & Von Ranson, 2016). The dimensional personality disorders
model conceptually differentiates impaired personality functioning from the presence of
pathological traits (section III, DSM-5; APA, 2013). A strong association between the two was
found, but they also showed incremental validity above each other in predicting personality
disorders (Bastiaansen, De Fruyt, Rossi, Schotte, & Hofmans, 2013; Berghuis, Kamphuis, &
Verheul, 2012). The generic and changeable components of maladaptive personality
functioning, thus assumed to be present in all personality disorders, include Self-Control,
Identity Integration, Responsibility, Relational Capacities and Social Concordance (Verheul et
al., 2008). Although previous studies suggested that aspects of PWB are linked to identity status
(Helson & Srivastava, 2001), self-enhancing cognitions (Taylor, Lerner, Sherman, Sage, &
McDowell, 2003a, b), emotion regulation (Gross & John, 2003), general personality traits
(Lopes, Salovey, & Straus, 2003; Schmutte & Ryff, 1997), coping strategies (Kling, Seltzer, &
Ryff, 1997), and social comparison processes (Heidrich & Ryff, 1993; Kwan, Love, Ryff, &
Essex, 2003), so far knowledge on possible associations between PWB and maladaptive
personality functioning is limited. The establishment of a relation between these two, however,
may give some indication for the treatment of eating disorder patients with a comorbid
personality disorder.
PWB within eating disorder patients | 9
Following all this, the aim of this study was to evaluate the psychometric properties of
the PWB scales within a Dutch clinical population of eating disorder patients. Specifically, the
factorial validity, internal consistency, convergent validity, and incremental validity were
examined. In addition, possible associations between the dimensions of PWB and the
dimensions of maladaptive personality functioning were explored.
Method
Participants and procedure
Participants were Dutch patients seeking treatment for an eating disorder and meeting the
diagnostic criteria as such (DSM-5; APA, 2013). Only patients aged 16 years and older, with a
referral from the general practitioner, were included. Somatic instability was an exclusion
criterium. Comorbidity was common within participants (i.e. mood and personality disorders),
but only in the case of a second diagnosis. All participants gave their informed consent to
anonymously use their data for research purposes. Ethical approval was obtained from the
Ethics Committee of the Faculty of Behavioural, Management and Social Sciences of the
University of Twente.
Data were collected through routine outcome monitoring by the Human Concern
Foundation, a specialized treatment center for eating disorders in The Netherlands. The cross-
sectional data from intake (i.e. prior to treatment) were collected between January 2016 and
August 2017. At the time of registration, participants first provided some demographic
information followed by a screening of pathological symptoms. Patients were then invited for
an intake day, consisting of several interviews with different therapists (e.g. dietician,
experience professional, psychiatrist). Based on all information, patients were diagnosed by the
psychiatrist according to the criteria of the DSM-5 (APA, 2013). In addition, participants filled
out several self-report questionnaires, mostly online.
Measures
The Dutch self-report questionnaire Positieve Geestelijke Gezondheidsschaal (PGGS; Van
Dierendonck, 2011) measures PWB and spiritual well-being. It comprises 66 items and uses a
6-point Likert scale ranging from 1 (strongly disagree) to 6 (strongly agree). For the purpose
of this study, only the six original PWB scales were used (Ryff, 1989). These scales contained
52 translated items (Appendix A). Purpose in Life (‘I sometimes feel as if I have done all there
is to do in life’), Personal Growth (‘I am not interested in activities that will expand by
PWB within eating disorder patients | 10
horizons’), Self-Acceptance (‘In general, I feel confident and positive about myself’), and
Positive Relationships with Others (‘Most people see me as loving and affectionate’) are
measured by 9 items each. Autonomy (‘I tend to worry about what other people think of me’)
and Environmental Mastery (‘In general, I feel I am in charge of the situation in which I live’)
are both measured by 8 items each. Higher scores on the subscales reflect higher well-being.
Previous studies have shown conflicting results on the factor structure of the PWB scales. A 6-
factor structure was found by Ryff (1989) for the 3-item per scale version whereas a Spanish
study found a 15-factor structure for the 9-item per scale version (Triadó et al., 2007). Good
internal consistencies were found for the 8/9 items per scale version, ranging from 0.73 to 0.83.
Only for the Personal Growth scale, reliability was found to be low (α = 0.65) (Van
Dierendonck, 2004). The psychometric properties of the PWB scales in this study will be
described in the Results section.
The Dutch version of the Mental Health Continuum-Short Form (MHC-SF; Keyes et al., 2008;
Dutch version: Lamers et al., 2011) was developed to assess positive mental health and
comprises 14 items on emotional, psychological, and social well-being. All items measure the
frequency of a feeling in the past month on a 6-point Likert scale (never, once or twice a month,
about once a week, two or three times a week, almost every day, every day). Higher scores
reflect higher well-being. The emotional well-being subscale comprises three items (‘How often
did you feel satisfied’), the social well-being subscale five items (‘How often did you feel that
people are basically good‘) and the psychological well-being subscale six items (‘How often
did you feel that you liked most parts of your personality‘). Good psychometric properties were
found for the MHC-SF, with good internal reliability for the total scale as well as the emotional
and psychological well-being scale. Internal consistency of the social well-being scale was
found to be fair (Lamers et al., 2011). In this study, internal consistency of the total scale was
excellent (α=0.90). Like previous findings, the subscales emotional well-being and
psychological well-being showed good internal consistencies (respectively 0.86 and 0.83)
whereas internal consistency of the social well-being subscale was fair (α=0.72).
The Dutch version of the Outcome Questionnaire-45 (OQ-45; De Jong, Nugter, Lambert, &
Burlingame, 2009) is a 45-item instrument for screening psychopathological symptoms, often
being used to monitor treatment response. Respondents rate the frequency of symptoms in the
past week on a 5-point Likert scale ranging from 0 (never) to 4 (almost always), i.e. higher
scores reflect more pathological symptoms. Symptom Distress (including depression and
PWB within eating disorder patients | 11
anxiety, e.g. ‘I feel nervous’) comprises 25 items, Interpersonal Relationships (loneliness,
conflict with others and marriage and family difficulties, e.g. ‘I feel irritated‘) comprises 11
items, and Social Role (difficulties in the workplace, school or home duties, e.g. ‘I work/study
too much‘) comprises 9 items. Previous findings showed excellent (Symptom Distress), good
(Interpersonal Relationships) and poor (Social Role) internal consistencies (De Jong et al.,
2008). In this study, the total scale showed excellent internal consistency (α=0.93). Internal
consistency of Symptom Distress was also excellent (α=0.91). Unlike previous findings,
Cronbach’s alpha for Interpersonal Relationships was fair (α=0.75) whereas Social Role
showed inadequate internal consistency (α=0.59).
The Dutch version of the Eating Disorder Examination Questionnaire (EDE-Q; Van Furth,
2000) is a self-report version derived from the Eating Disorder Examination Interview (Fairburn
& Beglin, 1994). It was developed to measure pathological symptoms of eating disorders and
comprises 36 items assessing the frequency of disordered eating attitudes and behaviors in the
past 28 days. The measure contains four subscales: Restraint (‘Have you been deliberately
trying to limit the amount of food you eat to influence your shape or weight?‘), Eating Concern
(‘Has thinking about food, eating or calories made it very difficult to concentrate on things you
are interested in?’), Shape Concern (‘Have you felt fat?‘), and Weight Concern (‘How
dissatisfied have you been with your weight?‘). Higher scores on a 7-point Likert scale (not a
single day, 1-5 days, 6-12 days, 13-15 days, 16-22 days, 23-27 days, and every day) reflect
greater eating-related pathology. This study only used the global score (22 items) of the
measure. The EDE-Q was found to be a valid instrument for assessing pathological symptoms
when using this global score, showing excellent internal consistency (α = 0.95) (Aardoom,
Dingemans, Op ‘t Landt, & Van Furth, 2012). This study also showed excellent internal
consistency of the global score (α=0.90).
The Dutch version of the Severity Indices of Personality Problems, Short Form (SIPP-SF;
Verheul et al., 2008) aims to assess the severity of the generic and changeable components of
personality disorders, i.e. (mal)adaptive personality functioning. It is currently used for research
purposes, especially in outcome research. The instrument comprises 60 items with a 4-point
Likert scale, ranging from 1 (fully disagree) to 4 (fully agree). Respondents’ statements refer to
the past three months. Lower scores reflect less adaptive personality functioning. The five
subscales Self-Control (‘Sometimes I get so overwhelmed that I can’t control my reactions‘),
Identity Integration (‘I am often confused about what kind of person I really am‘),
PWB within eating disorder patients | 12
Responsibility (‘I seem to lack the sense of responsibility necessary to meet my obligations‘),
Relational Capacities (‘It is hard for me to show affection to other people‘), and Social
Concordance (‘It is hard for me to control my aggression towards others‘) contain 12 items each
covering 16 different facets. Unlike the SIPP-118 (long form), psychometric properties of the
SIPP-SF are not available as yet. Internal consistencies of the SIPP-118 were promising with
Cronbach alpha’s ranging from 0.69 to 0.84 with a median of 0.77 for all 16 facets (Verheul et
al., 2008). In this study, good internal consistencies were found for Self Control (α=0.81) and
Responsibility (α=0.81) whereas internal consistency for Relational Capacities was fair
(α=0.75). Social Concordance and Identity Integration showed respectively poor (α=0.67) and
inadequate (α=0.56) Cronbach alpha’s.
Statistical analyses
SPSS Statistics 23 was used to analyse the reliability and validity of the PWB scales and to
explore relations between PWB and maladaptive personality functioning. Demographic
characteristics of the sample were obtained through descriptive statistics and cross tabulations
provided for information on gender and age within the four diagnostic groups. ANOVA tests
and post hoc pairwise comparisons (Tukey) were used to examine differences in age and PWB
subscale scores between the four diagnostic groups.
To test the structure of the PWB scales and explore whether dimensions were able to
account for the correlation between the items, factors were extracted from the 52 items by
means of a principal component analysis in the total sample. The Kaiser-Guttman criterion
(eigenvalues greater than 1.0) and a scree test were used to identify the number of factors. A 6-
factor structure was tested by constraining the number of factors to be extracted to six. To allow
for correlations between the factors, oblimin rotation was applied to interpret the factor
loadings.
Internal consistencies of the six subscales were obtained through Cronbach’s alpha
analyses in the total sample as well as in the four diagnostic groups. Values of 0.90 or higher
were considered as excellent, between 0.80 and 0.89 as good, and between 0.70 and 0.79 as
fair. Values between 0.60 and 0.69 were considered to be poor and below 0.60 to be inadequate
(Cicchetti, 1994).
In accordance with prior findings, convergent validity of the PWB scales with another
measure of well-being and with measures screening and assessing pathological symptoms was
expected. Correlations ≥0.10 but <0.30 were considered as small, correlations ≥0.30 but <0.50
as moderate, and correlations ≥0.50 as strong (Cohen, 1988). Pearson correlation analyses were
PWB within eating disorder patients | 13
conducted to test intercorrelations. The relation between the total scale of PWB and the total
scale of the MHC-SF was expected to be positive and strong as the MHC-SF is another measure
of well-being. With regard to the emotional well-being subscale of the MHC-SF, strong positive
relations were expected for Self-Acceptance, Purpose in Life, and Environmental Mastery,
moderate positive relations for Personal Growth and Positive Relationships with Others and a
weak positive relation for Autonomy (Ryff, 1989). Weak positive relations were expected
between PWB subscales and the social well-being subscale of the MHC-SF (Lamers et al.,
2011). Strong positive relations were expected between PWB subscales and the psychological
well-being subscale of the MHC-SF, considering this subscale was derived from the original
SPWB (Lamers et al., 2011; Ryff, 1989). A moderate negative relation was expected between
the total scale of PWB and the total scale of the OQ-45 as Lamers et al. (2011) found moderate
relations between well-being and psychopathology in the general population. Strong negative
relations were expected between Purpose in Life, Self-Acceptance, and Environmental Mastery
and the subscale Symptom Distress of the OQ-45 as these subscales were found to correlate
more strongly with depression, a key symptom of the subscale Symptom Distress. Moderate
negative relations were expected for the other three PWB subscales and the subscale Symptom
Distress (Ryff, 1989). Furthermore, a strong negative relation was expected between Positive
Relationships with Others and the OQ-45 subscale Interpersonal Relationships considering the
theoretical overlap between the two constructs. A moderate negative relation was expected
between the total scale of PWB and the global score of the EDE-Q. Tomba et al. (2014) found
that PWB dimensions negatively associated with eating disorder behaviour and cognitions,
even when controlling for psychopathological aspects. Hence, the absence of psychological
distress does not simply correspond to the presence of well-being. Moderate negative relations
were expected for most PWB subscales except for Autonomy. The relation for this subscale
was expected to be weak as previous findings found no significant relation (Tomba et al., 2014).
Multivariate linear regression analyses (method forced entry) were performed to
determine which PWB dimensions independently associated with eating pathology (dependent
variable as measured by the EDE-Q). Additionally, a stepwise multivariate linear regression
analysis (method forced entry) was performed to examine whether PWB dimensions explained
eating pathology above and beyond psychopathological symptoms (as measured by the OQ-
45). In the first step, the three domains of psychopathological symptoms were entered. In the
second step, the six dimensions of PWB were entered. Incremental validity was tested through
the change in explained variance in the second step.
PWB within eating disorder patients | 14
Finally, associations between PWB and maladaptive personality functioning were
analysed. Intercorrelations between the subscales of PWB and the subscales of the SIPP-SF
were tested through bivariate analyses followed by interpretation of the correlation coefficients
(Cohen, 1988).
Results
The majority of participants (N=502) were female (98.9%) and aged below 31 (73.6%). The
mean age of the respondents was 27.3 years (standard deviation [SD] = 9.4). Of the respondents,
35.3% (N=177) were diagnosed with AN, 22.7% (N=114) with BN, 12.9% (N=65) with BED,
and 29.1% (N=146) with OSFED (Other Specified Feeding or Eating Disorder). AN-patients
were significantly younger than BN- and BED-patients (respectively M=25.1, SD=8.34,
M=28.4, SD=9.4, and M=31.1, SD=10.4) whereas OSFED-patients (M=27.3, SD=9.3) were
significantly younger than BED-patients. Demographic characteristics per diagnostic group are
shown in Table 2.
Table 3 shows the mean scores on each PWB subscale stratified by the diagnostic
groups. Residuals were normally distributed (Q-Q plots) and equal variances for the four groups
could be assumed (Levene’s tests). One-way ANOVA tests showed significant differences
between groups on the subscale Personal Growth and Self-Acceptance. AN-patients scored
significantly lower than BN-patients on Personal Growth (p=0.042) and Self-Acceptance
(p=0.044).
Information on variation within items as well as means, standard deviations, and
percentile ranks for PWB subscale scores are shown in Appendix B, Tables 1 and 2.
Factorial validity (Exploratory Factor Analysis)
The structure of the Dutch PWB scales was explored by extracting factors from the 52 items by
means of a principal component analysis (PCA) with oblimin rotation. Eleven factors were
extracted based on the Kaiser-Guttman criterion (eigenvalues greater than 1.0), accounting for
59.0% of the total variance (Appendix B, Table 3). The scree plot showed no obvious visual
bend to describe the factors. To test Ryff’s proposed 6-factor structure, another PCA with
oblimin rotation constrained to six factors was applied to the items. The obtained factor
structure partially supported a 6-factor structure of PWB (approximately two-thirds of the items
loaded on the expected factors), as shown in Table 4. Factor 1 (accounting for 24.6% of the
variance) included items mainly coming from Self-Acceptance, but also from Environmental
PWB within eating disorder patients | 15
Mastery, Personal Growth, and Purpose in Life. Factor 2 (6.7% of variance) seemed to
correspond with Ryff’s original Autonomy subscale. Factor 3 (4.8% of variance) included three
items from Personal Growth. Most items that loaded on factor 4 (4.3% of variance) came from
Positive Relationships with Others, only one item came from another subscale. Factor 5 (3.8%
of variance) included items coming from Personal Growth and Purpose in Life. Factor 6 (3.5%
of variance) largely corresponded to Ryff’s subscale Environmental Mastery, although two
items came from Purpose in Life.
Table 2
Demographic characteristics per diagnostic group (N=502)
Variable
ANab
(N=177)
BN
(N=114)
BED
(N=65)
OSFED
(N=146)
Total
Gender, n (%)
Female 174 (98.9) 114 (100) 64 (98.5) 144 (98.6) 496 (99.0)
Male 2 (1.1) - (-) 1 (1.5) 2 (1.4) 5 (1.0)
Age (years), M (SD) 25.1 (8.34) 28.4 (9.4) 31.1 (10.4) 27.3 (9.3) 27.3 (9.4)
16-20, n (%) 71 (40.3) 20 (17.5) 7 (10.8) 35 (24.0) 133 (26.5)
21-30 68 (38.6) 63 (55.3) 28 (43.1) 77 (52.7) 236 (47.1)
31-40 23 (13.1) 17 (14.9) 21 (32.3) 20 (13.7) 81 (16.2)
41-50 11 (6.3) 10 (8.8) 4 (6.2) 7 (4.8) 32 (6.4)
51+ 3 (1.7) 4 (3.5) 5 (7.7) 7 (4.8) 19 (3.8)
Note. a = one missing value in gender; b = one missing value in age; AN=Anorexia Nervosa; BN=Bulimia
Nervosa; BED=Binge Eating Disorder; OSFED=Other Specified Feeding or Eating Disorder; M=Mean;
SD=Standard Deviation.
Table 3
ANOVA differences between PWB subscale scores in diagnostic groups
Variable AN BN BED OSFED p Value*
M(SD) M(SD) M(SD) M(SD)
Purpose In Life 3.91 (0.79)a 3.95 (0.76)a 3.92 (0.80)a 3.94 (0.83)a 0.97
Personal Growth 3.93 (0.65)a 4.15 (0.64)b 4.17 (0.74)a,b 4.11 (0.73)a,b 0.01
Autonomy 2.92 (0.91)a 3.08 (0.84)a 3.20 (0.79)a 3.15 (0.99)a 0.06
Environmental Mastery 3.44 (0.78)a 3.34 (0.82)a 3.33 (0.85)a 3.50 (0.81)a 0.32
Self-Acceptance 2.48 (0.83)a 2.75 (0.82)b 2.76 (0.80)a,b 2.70 (0.92)a,b 0.02
Positive Relationships 3.80 (0.87)a 3.96 (0.83)a 3.96 (0.83)a 3.91 (0.86)a 0.34
Note. * = significance level at 0.05; a,b = means within rows that do not share the same subscript are significantly
different at the 0.05 significance level; AN=Anorexia Nervosa; BN=Bulimia Nervosa; BED=Binge Eating
Disorder; OSFED=Other Specified Feeding or Eating Disorder; M=Mean; SD=Standard Deviation.
PWB within eating disorder patients | 16
Table 4
Exploratory principal component analysis of PWB restricted to six factors
Item Subscale Factor
1 2 3 4 5 6
8 Self-Acceptance 0.68
31 Self-Acceptance 0.64
61 Self-Acceptance 0.64
4 Self-Acceptance 0.62
25 Self-Acceptance 0.62
35 Self Acceptance 0.61
57 Self-Acceptance 0.59
43 Personal Growth 0.58
14 Self-Acceptance 0.55
50 Self-Acceptance 0.48
29 Personal Growth 0.45
64 Environmental Mastery 0.44
30 Purpose in Life 0.39
2 Environmental Mastery 0.38
59 Environmental Mastery 0.37
38 Purpose in Life 0.36
28 Autonomy -0.81
52 Autonomy -0.80
11 Autonomy -0.76
41 Autonomy -0.64
63 Autonomy -0.61
47 Autonomy -0.57
17 Autonomy -0.55
21 Autonomy -0.52
23 Personal Growth 0.65
19 Personal Growth 0.51 0.39
53 Personal Growth 0.48
10 Positive Relationships -0.76
27 Positive Relationships -0.76
46 Positive Relationships -0.74
37 Positive Relationships -0.70
56 Positive Relationships -0.70
12 Environmental Mastery -0.63
40 Positive Relationships -0.57
1 Positive Relationships 0.35 -0.44
6 Positive Relationships -0.38
(continued on next page)
Eigen values 12.794 3.487 2.488 2.214 1.989 1.810
Note. Item numbers refer to the numbering of the entire PGGS (consisting of 66 items). The table only includes
factor loadings of at least 0.35.
PWB within eating disorder patients | 17
Table 4 (continued)
Exploratory principal component analysis of PWB restricted to six factors
Item Subscale Factor
1 2 3 4 5 6
34 Purpose in Life 0.54
54 Purpose in Life 0.53
60 Personal Growth 0.51
13 Purpose in Life 0.47
3 Personal Growth 0.44
7 Purpose in Life 0.41
48 Personal Growth 0.35
44 Purpose in Life 0.77
42 Environmental Mastery 0.74
33 Environmental Mastery 0.67
18 Environmental Mastery 0.66
49 Purpose in Life 0.45
22 Environmental Mastery -0.38 0.39
Eigen values 12.794 3.487 2.488 2.214 1.989 1.810
Note. Item numbers refer to the numbering of the entire PGGS (consisting of 66 items). The table only includes
factor loadings of at least 0.35.
Internal consistency
Similar Cronbach’s alpha coefficients were found for the total sample and the four diagnostic
groups. Within the total sample, Autonomy, Self-Acceptance and Positive Relationships with
Others showed good internal consistenties (respectively α=0.85, α=0.86, and α=0.82). Internal
consistencies of Personal Growth and Environmental Mastery were fair (respectively α=0.74
and α=0.78). The Cronbach’s alpha coefficient of Purpose in Life was also fair (α=0.77), but
could be slightly improved into 0.79 by deleting item 54. Table 5 shows descriptive statistics
(means, standard deviations, skewness and kurtosis) as well as Cronbach’s alpha coefficients
per diagnostic group.
Convergent validity
Bivariate correlation analyses of the PWB scales with another measure of well-being and
measures assessing psychopathological symptoms and eating pathology are presented in Table
6 (results per diagnostic group are shown in Appendix B, Tables 4-7). In general, correlations
largely corresponded to expectations. As hypothesized, the relation between the total scale of
PWB and the total scale of the MHC-SF was positive and strong. Also in accordance with the
a-priori hypothesis, a strong positive relation was found between Self-Acceptance and the
emotional well-being scale of the MHC-SF. Contrary to expections, only moderate positive
PWB within eating disorder patients | 18
relations were found with Purpose in Life and Environmental Mastery. As expected regarding
the emotional well-being scale of the MHC-SF, moderate positive relations were found with
Personal Growth and Positive Relationships with Others and a weak positive relation with
Autonomy. Most correlations between PWB subscales and the social well-being subscale of the
MHC-SF were positive and moderate which was somewhat stronger than expected. Only
Autonomy showed the expected weak correlation. With regard to the psychological well-being
scale of the MHC-SF, correlations with PWB subscales were positive and strong as expected.
Unlike the a-priori hypothesis, the strength of the correlation with Autonomy was moderate.
The negative relation between the total scale of PWB and the total scale of the OQ-45
was stronger than expected. In accordance with the a-priori hypotheses, strong negative
relations were also found between Purpose in Life, Self-Acceptance, and Environmental
Mastery and the subscale Symptom Distress of the OQ-45. The other three subscales correlated
negatively and moderately with Symptom Distress, as expected. A strong negative relation was
also found between Positive Relationships with Others and Interpersonal Relationships which
was in accordance with expectations.
A moderate negative relation was found between the total scale of PWB and the global
score of the EDE-Q, as expected. In accordance with the a-priori hypotheses, Autonomy and
Self-Acceptance correlated respectively weakly and moderately. The other PWB subscales
showed somewhat weaker correlations than expected.
Table 5
Descriptive statistics and internal consistencies
Variable AN BN BED OSFED
M SD Skew Kurt α α α α α
Purpose In Life 3.93 0.79 -0.17 -0.23 0.77 0.76 0.74 0.79 0.79
Personal Growth 4.06 0.69 -0.20 -0.01 0.74 0.70 0.70 0.77 0.80
Autonomy 3.06 0.91 0.19 -0.46 0.85 0.86 0.81 0.80 0.88
Environmental Mastery 3.42 0.81 -0.21 -0.44 0.78 0.77 0.79 0.80 0.78
Self-Acceptance 2.64 0.86 0.35 -0.28 0.86 0.87 0.84 0.83 0.88
Positive Relationships 3.89 0.85 -0.20 -0.27 0.82 0.84 0.80 0.82 0.82
Note. AN=Anorexia Nervosa; BN=Bulimia Nervosa; BED=Binge Eating Disorder; OSFED=Other Specified
Feeding or Eating Disorder; M=Mean; SD=Standard Deviation; Skew=Skewness; Kurt=Kurtosis; α=Cronbach’s
alpha.
PWB within eating disorder patients | 19
Table 6
Bivariate intercorrelations of PWB subscales and correlations with other measures
Measures
Total
PWB PL PG AUT EM SA PRO
PWB
PL 0.79* -
PG 0.76* 0.61* -
AUT 0.63* 0.29* 0.39* -
EM 0.77* 0.64* 0.42* 0.35* -
SA 0.84* 0.55* 0.57* 0.53* 0.59* -
PRO 0.74* 0.49* 0.49* 0.29* 0.51* 0.51* -
MHC-SF
Emotional well-being 0.57* 0.47* 0.48* 0.25* 0.41* 0.56* 0.38*
Social well-being 0.52* 0.43* 0.37* 0.25* 0.45* 0.44* 0.43*
Psychological well-being 0.67* 0.51* 0.50* 0.37* 0.53* 0.60* 0.50*
Total 0.67* 0.53* 0.51* 0.34* 0.54* 0.61* 0.50*
OQ-45
Symptom Distress -0.66* -0.52* -0.44* -0.36* -0.56* -0.64* -0.45*
Interpersonal Relations -0.61* -0.43* -0.37* -0.30* -0.52* -0.52* -0.61*
Social Role -0.50* -0.39* -0.31* -0.25* -0.54* -0.41* -0.37*
Total -0.69* -0.53* -0.45* -0.36* -0.61* -0.64* -0.53*
EDE-Q
Global score -0.33* -0.25* -0.21* -0.27* -0.22* -0.38* -0.16*
Note. PL=Purpose in Life, PG=Personal Growth, AUT=Autonomy, EM=Environmental Mastery, SA=Self-
Acceptance, PRO=Positive Relationships with Others; MHC-SF=Mental Health Continuum-Short Form;
OQ-45=Outcome Questionnaire 45; EDE-Q=Eating Disorder Examination Questionnaire; * = p<0.001.
Incremental validity
Results of the multivariate regression analyses showed that three out of six PWB dimensions
were independently associated with eating pathology: Purpose in Life (β=-0.13, t=-2.01,
p=0.045), Autonomy (β=-0.11, t=-2.33, p=0.020), and Self-Acceptance (β=-0.35, t=-5.63,
p<0.001). Altogether, PWB dimensions predicted 16.2% of the total variation in eating
pathology (F=15.99, p<0.001).
The stepwise linear regression analysis supported incremental validity as PWB
dimensions explained 3.1% additional variance in eating pathology above and beyond
psychopathological symptoms (ΔF=3.425, p=0.003, adjusted R2 step 2 = 0.25). In the second
step, Autonomy (p=0.017) and Self-Acceptance (p=0.007) remained independently associated
with eating pathology, as shown in Table 7.
PWB within eating disorder patients | 20
Table 7
Stepwise regression analysis explaining variance in eating pathology (EDE-Q) by psychopathological
symptoms (OQ-45) and dimensions of PWB
Eating pathology (EDE-Q)
Model 1 Model 2
Measures Beta t sign Beta t sign
Step 1: OQ-45
Symptom Distress 0.61 10.23 0.00 0.51 7.79 <0.01
Interpersonal Relationships -0.12 -2.16 0.03 -0.11 -1.83 0.07
Social Role -0.09 -1.81 0.07 -0.06 -1.21 0.23
ΔR2 (%) 23.4 (p<0.001) 23.4 (p<0.001)
Step 2: PWB
Purpose in Life -0.06 -0.95 0.35
Personal Growth 0.06 1.08 0.28
Autonomy -0.11 -2.40 0.02
Environmental Mastery 0.11 1.80 0.07
Self-Acceptance -0.17 -2.73 0.01
Positive Relationships 0.05 0.82 0.41
ΔR2 (%) 3.1 (p=0.003)
Note. ΔR2=R square change in explained variance.
Correlations between PWB and maladaptive personality functioning
Bivariate analyses showed that maladaptive personality functioning correlated considerably
with PWB, as shown in Table 8. Within the total sample, all correlations were negative and
significant at the 0.01 level. The SIPP-domains Social Control and Social Concordance
correlated weakly to moderately with PWB subscales which was somewhat weaker than the
correlations found between the other domains and PWB. Identity Integration, Responsibility,
and Relational Capacities correlated mostly moderately with PWB, but strong correlations were
found between the SIPP-domains Identity Integration and Relational Capacities and Self-
Acceptance, between Responsibility and Environmental Mastery, and between Relational
Capacities and Positive Relationships with Others.
In general, correlation patterns within the four diagnostic groups resembled correlations
in the total sample. Nevertheless, not all correlations approached statistical significance (e.g.
within BED-patients). Similar patterns were found within all groups as PWB correlated weakly
to moderately with the SIPP-domains Social Control and Social Concordance and the other
SIPP-domains correlated somewhat stronger with PWB. In addition, Responsibility and
Relational Capacities were strongly associated with respectively Environmental Mastery and
Positive Relationships with Others. Small differences were found between groups. Within AN-
patients and BN-patients, respectively Identity Integration and Relational Capacities correlated
PWB within eating disorder patients | 21
less strong (moderately) with Self-Acceptance than within the other two groups (strongly). On
the other hand, Responsibility was strongly associated with Purpose in Life within BED- and
OSFED-patients, but not within the other two groups.
Table 8
Correlations between PWB and maladaptive personality functioning
PWB dimensions Domains of maladaptive personality functioning
SC II RE RC SCC
All groups (N=502)
Purpose in Life -0.26** -0.39** -0.47** -0.40** -0.20**
Personal Growth -0.24** -0.34** -0.29** -0.35** -0.20**
Autonomy -0.18** -0.36** -0.20** -0.32** -0.08**
Environmental Mastery -0.34** -0.45** -0.55** -0.40** -0.27**
Self-Acceptance -0.27** -0.55** -0.31** -0.50** -0.21**
Positive Relationships with Others -0.31** -0.39** -0.32** -0.60** -0.35**
AN (n=177)
Purpose in Life -0.25** -0.47** -0.48** -0.44** -0.18*
Personal Growth -0.26** -0.33** -0.30** -0.38** -0.21**
Autonomy -0.15 -0.28** -0.16* -0.21** -0.09
Environmental Mastery -0.30** -0.47** -0.53** -0.41** -0.32**
Self-Acceptance -0.19* -0.48** -0.28** -0.50** -0.15*
Positive Relationships with Others -0.25** -0.33** -0.33** -0.62** -0.39**
BN (n=114)
Purpose in Life -0.28** -0.38** -0.46** -0.43** -0.22*
Personal Growth -0.36** -0.29** -0.38** -0.24** -0.32**
Autonomy -0.20* -0.40** -0.30** -0.29** -0.06
Environmental Mastery -0.39** -0.49** -0.56** -0.42** -0.25**
Self-Acceptance -0.36** -0.58** -0.38** -0.43** -0.24**
Positive Relationships with Others -0.34** -0.42** -0.37** -0.54** -0.27**
BED (n=65)
Purpose in Life -0.21 -0.39** -0.53** -0.43** -0.17
Personal Growth -0.14 -0.33** -0.36** -0.34** -0.04
Autonomy -0.37** -0.48** -0.14 -0.14 -0.04
Environmental Mastery -0.38** -0.45** -0.52** -0.33** -0.24
Self-Acceptance -0.28* -0.53** -0.36** -0.50** -0.23
Positive Relationships with Others -0.32** -0.30* -0.36** -0.56** -0.33**
OSFED (n=146)
Purpose in Life -0.28** -0.32** -0.51** -0.34** -0.22**
Personal Growth -0.20* -0.35** -0.30** -0.37** -0.18*
Autonomy -0.17* -0.35** -0.26** -0.48** -0.07
Environmental Mastery -0.32** -0.44** -0.57** -0.45** -0.23**
Self-Acceptance -0.31** -0.59** -0.37** -0.54** -0.26**
Positive Relationships with Others -0.37** -0.46** -0.32** -0.64** -0.38**
Note. SC=Self-Control, II=Identity Integration, RE=Responsibility, RC=Relational Capacities, SCC=Social
Concordance; AN=Anorexia Nervosa, BN=Bulimia Nervosa, BED=Binge Eating Disorder, OSFED=Other
Specified Feeding or Eating Disorder; bold=strong correlation; * = p<0.05; ** = p<0.01.
PWB within eating disorder patients | 22
Discussion
This is the first study that evaluated the Dutch PWB scales within the clinical population of
eating disorder patients. Psychometric properties were examined, including factorial validity,
internal consistency, convergent validity, and incremental validity. The findings suggest that
the construct of PWB can be measured in a fairly reliable and valid way. Support was also
found for incremental validity. In addition, a significant relationship between PWB and
maladaptive personality functioning was revealed suggesting additional value of measuring
both constructs and possible leads for the treatment of patients with comorbid personality
disorders.
The exploratory factor analysis provided for a fair support of Ryff’s 6-factor structure
of PWB as two-third of the items loaded on expected dimensions. In the literature, the factorial
validity of the PWB scales is controversial. A Spanish study which conducted an exploratory
principal component analysis with a similar 9-items per scale version, found less consistency
with Ryff’s structure (Triadó et al., 2007). Some studies supported the 6-factor structure using
confirmatory factor analysis, but only tested the shorter 3-items per scale version (Clarke et al.,
2001; Ryff & Keyes, 1995). Other studies failed to confirm the 6-factor structure for the longer
9- and 14-items per scale versions (Kafka & Kozma, 2002; Springer & Hauser, 2006; Van
Dierendonck, 2004). In this study, some factors contained the expected items whereas other
factors contained items from several dimensions. For example, items from Purpose in Life and
Personal Growth alternately loaded on factor 5. This was in line with the strong correlations
found between these dimensions. Similarly, factor 6 contained items from Purpose in Life and
Environmental Mastery, again showing strong intercorrelations. Besides, Self-Acceptance and
Environmental Mastery correlated quite strongly. Springer & Hauser (2006) reported even
stronger correlations suggesting complete conceptual overlap. The current study, however,
supported the findings by Ryff & Keyes (1995). This means that, although some correlations
were rather strong, the six dimensions appeared to be distinct. As Ryff’s 6-factor structure was
not entirely supported, improvements on the current scales may be needed. However, it should
be taken into account that an exploratory factor analysis is not entirely suitable to either confirm
or refute the factor structure. A confirmative factor analysis would be an appropriate technique
to verify the structure first. For example, a 6-, 4-, and 2-factor structure of PWB could be tested
for the total group and the four diagnostic groups.
The internal consistencies of the six subscales were relatively high showing that items
within dimensions measured the same construct. The coefficients of the current 8/9-items per
PWB within eating disorder patients | 23
scale version ranged from fair to good which is far better than those typically obtained for a 3-
items per scale version (Clarke et al., 2001; Ryff & Keyes, 1995; Van Dierendonck, 2004).
Coefficients were also slightly better than those obtained for similar 9-items per scale versions
(Triadó et al., 2007; Van Dierendonck, 2004). In fact, internal consistencies in this study
resembled those found for the longer 14-items per scale version (Van Dierendonck, 2004).
Similar Cronbach’s alpha coefficients were found within the four diagnostic groups.
Although the findings did not fully support a 6-factor structure, internal consistencies
of the subscales were sufficient. Therefore, it is assumed that the impact on subsequent analyses
performed at a subscale level remained limited. Nevertheless, confirmative factor analysis is
recommended to determine whether the 6-factor structure is plausible.
Support was found for convergent validity as the PWB scales related with other
measures. All correlations were in the expected direction and significant, but some correlation
strengths differed slightly from expectations. With regard to another measure of well-being, for
example, relations between Purpose in Life and Environmental Mastery and the emotional well-
being scale of the MHC-SF were found to be moderate instead of strong. Ryff & Keyes (1995)
reported similar strengths though, stating that correlates were much weaker when happiness
and satisfaction with life was measured by a single item. As the emotional well-being scale of
the MHC-SF only consists of three items, this could explain the current findings. On the other
hand, correlations between PWB subscales and the social well-being scale of the MHC-SF were
somewhat stronger than expected. Possibly, this is due to the fact that Lamers et al. (2011) used
different type of measures for social well-being. As for the psychological well-being scale of
the MHC-SF, Autonomy showed a somewhat weaker relation than expected. This is remarkable
as both the current PWB scales and the psychological well-being scale of the MHC-SF were
derived from the same original PWB scales. However, somewhat weaker correlations were also
found by Ryff (1989).
Relation strengths with a measure for psychopathological symptoms mostly met
expectations. Only the relation between PWB and the total scale of the OQ-45 was stronger
than the moderate correlations reported previously. Possibly, this was due to the use of a
different type of instrument (Lamers et al., 2011). It must also be noted that, so far, the majority
of studies addressed PWB in the general population. For this reason, it cannot be concluded that
PWB is experienced in the same way within clinical populations. Future studies should examine
this into more depth. Alongside the expected moderate to strong relations between PWB and
the OQ-45 subscale Symptom Distress, a strong relation was found between Self Acceptance
and Interpersonal Relations (i.e. interpersonal difficulties resulting from psychopathological
PWB within eating disorder patients | 24
problems). In other words, having a negative attitude towards oneself is very much related to
loneliness or conflicts with other people. Previous findings supported this, showing that self-
acceptance is a prerequisite to have a succesful relationship (Broder, 2013; Ellis, 1986). Also,
Environmental Mastery strongly related to Interpersonal Relations, suggesting that having a
sense of mastery and competence in managing environmental demands plays an important role
in relationships. Strong correlations obtained between Environmental Mastery and Positive
Relationships with Others support this finding. Although both constructs are considered as
essential aspects of mental health (Ryff, 1989), to the knowledge of the author, the relation
between these concepts has not been examined as yet.
Furthermore, relations with a measure assessing eating pathology were significant, but
rather weak. This contradicts previous findings by Tomba et al. (2014) who found mostly
moderate correlations. These differences in strengths may have been caused by the use of
different types of measures. As research on the relation between PWB and eating pathology is
still in a preliminary state, further research is needed to determine the strength of the relation.
Support was found for incremental validity as PWB dimensions explained eating
pathology above and beyond psychopathological symptoms. First, PWB dimensions accounted
for 16.2% of the total variation in eating pathology where Purpose in Life, Autonomy, and Self-
Acceptance were independently associated with eating pathology. Second, PWB dimensions
explained 3.1% additional variance above and beyond psychopathological symptoms where
Autonomy and Self-Acceptance remained independently associated with eating pathology. The
preliminary results of this study are particularly relevant for clinical settings. De Vos et al.
(2017) already found that former patients rated PWB as a key criterion for recovery in addition
to reducing symptoms. The current findings emphasize the value of measuring PWB in addition
to psychopathological symptoms. Also, the findings indicate that patients may benefit from
treatments like Well-Being-Therapy, a recently developed therapy aimed at improving PWB
including self-determinancy/independency and a positive attitude towards oneself
(Christenhusz & Meulenbeek, 2015).
Nevertheless, considering the cross-sectional data of this study, the current findings
should be treated with caution. Data only concern one moment in time (at intake) which restricts
the predictive ability of the scores. Also, PWB scores are likely to become more relevant during
the course of treatment as the absence of mental illness does not imply mental health (Keyes,
2005). Towards the end of the treatment, the incremental validity of the PWB scales may even
increase as pathological symptoms become less. Although this study provides a reason to
measure PWB in addition to psychopathological symptoms, the incremental validity of PWB
PWB within eating disorder patients | 25
during the course of treatment should be examined into more depth by means of a longitudinal
study.
This is the first study that explored the relation between PWB and maladaptive
personality functioning. Multiple significant negative relations were found between the
constructs with minor differences between the four diagnostic groups. As pathology tends to
negatively correlate with PWB, negative correlations are plausible (Keyes, 2005). Three
dimensions of maladaptive personality functioning (i.e. Identity Integration, Responsibility, and
Relational Capacities) correlated considerably with PWB. As Identity Integration includes
aspects like self-reflective functioning and purposefulness (Verheul et al., 2008), it is likely to
measure the same construct as PWB, or at least partially. This seems especially true for Self-
Acceptance showing a strong relation with Identity Integration. It must be noted though that the
internal consistency of Identity Integration was found to be inadequate. This may have
influenced the findings. Responsibility may also have some theoretical overlap with PWB, as
reflected by a strong relation with Environmental Mastery. This is plausible as one can only
take responsibility and be trustworthy when a sense of mastery in managing the demands of the
environment is present. Also, Relational Capacities related considerably with PWB. This
dimension of maladaptive personality functioning includes intimacy, enduring relationships,
and feeling recognized. The found strong correlation with Self-Acceptance is supported by
other findings in this study, showing that the type of attitude towards oneself determines the
quality of relationships. The obtained strong relation with Positive Relationships with Others
can be reasoned as both constructs encompass capabilities like empathy, affection, and
intimacy. Given the fact that these three domains of maladaptive personality functioning
showed (partial) theoretical overlap with PWB, the necessity of measuring them in addition to
PWB is questionable. Relations between PWB and Social Control and Social Concordance
were mostly significant but less strong. The relational strengths obtained for Social Control,
encompassing emotion regulation and effortful control, are supported by Gross & John (2003)
who found similar strengths for emotion regulation. Given the theoretical background of the
construct Social Concordance, encompassing agression regulation, frustration tolerance,
cooperation, and respect, correlations with PWB are also likely to be less strong (Verheul et al.,
2008).
These findings suggest that it may be useful to measure PWB and (domains of)
maladaptive personality functioning in addition to pathological symptoms, in particular with
regard to patients whose long-term treatment outcome is worsened by a comorbid personality
disorder (Martinussen et al., 2017). Although the direction of the relation between PWB and
PWB within eating disorder patients | 26
maladaptive personality functioning is yet unclear, this study also suggests that PWB may
contribute to the alteration of the changeable components of personality functioning (Verheul
et al., 2008). For example, patients with comorbid personality disorders, who score low on PWB
as well as on Social Control and/or Social Concordance, may be offered Well-Being-Therapy
to improve PWB (Christenhusz & Meulenbeek, 2015). Given the found relationship, this may
simultaneously help their personality functioning to become more adaptive. In this way,
positive contributions can be made to the long-term treatment outcome of these patients. The
preliminary findings in this study legitimize further research on the direction and strength of
the relationship between PWB and maladaptive personality functioning.
The current sample contained clearly defined groups and was sufficiently large to
perform analyses for the total group. Significant differences in PWB were found between AN-
and BN-patients, but it should be noted that these sample sizes were rather small. Also, a
comparison between groups would only be valid if the PWB scales measure identical constructs
with the same structure across all groups. Whether patients from all four diagnostic groups
interpret the individual items and underlying contructs in the same way needs further research
though. Such measurement invariance can be examined within the framework of a confirmative
factor analysis by running a set of structural equation models and testing for significant
differences between these models (Van de Schoot, Lugtig, & Hox, 2012).
Altogether, the construct of PWB can be measured in a fairly reliable and valid way by
means of the Dutch PWB scales. However, deployment within the context of routine outcome
monitoring requires further research. First, test-retest reliability needs to be examined to
determine whether the scales measure consistently over time. Second, it is required that the
instrument can measure changes in PWB over time. Although the use of a Likert scale facilitates
the detection of change, it is yet unknown whether effect sizes of differences in scores will be
sufficiently large enough. Finally, it is useful to distinguish between clinical and non-clinical
scores. The development of clinical cut-off scores would enhance the use of the measure within
the context of routinely monitoring treatment outcome.
Some limitations concerning the sample need to be considered. The 1% males in this
study is much lower than the generally assumed prevalence rate of 10% since the 80s. It is also
much lower than recent studies suggested (25-50%) (Cohn, Murray, Walen, & Woolridge,
2016; Vo, Accurso, Goldschmidt, & Le Grange, 2017). Therefore, the current findings cannot
be generalized without reserve to the clinical population of eating disorder patients. Also, the
present sample included patients with comorbid disorders. Comorbidity is common within
eating disorder patients as 56-95% has at least one other diagnosis (Hudson et al., 2007).
PWB within eating disorder patients | 27
However, whilst suffering from other psychopathological symptoms, it cannot be ruled out that
participants’ answers were influenced by such symptoms. This may have had an impact on the
current findings. In addition, as the sample only contained patients with eating disorders as a
first diagnosis whilst leaving out those with a prominent second diagnosis, generalization of the
results to other samples of eating disorder patients with comorbidities is questionable.
There are also some limitations regarding the measures used in this study. First, there
may have been a greater chance of social desirable answers than usual with self-report
questionnaires. Patients with eating disorders and personality disorders were found to be often
displaying deceptive behaviour (Cunnien, 1997) and fast at making judgements on editing
answers (Holtgraves, 2004). Second, besides the PWB scales, the PGGS contained a spiritual
well-being subscale with religious items. Although this subscale was disregarded in the
analyses, the religious items may have influenced the answers on PWB items with regard to
religious participants. It was found that religious priming effects on a number of psychological
outcomes (e.g. prosocial behaviour) generalized to individuals who reported religiosity (Shariff,
Willard, Andersen, & Norenzayan, 2016). Third, the items of the PWB scales were translated
from English into Dutch by means of the forward backward translation procedure. In general,
translation problems were not immediately apparent. However, the backward translation was
not carried out by an independent translator. Besides, this type of procedure may lead to literal
translations, encompassing unnatural wording in the target language, paying less attention to
connotations, naturalness, and comprehensibility. Thus it cannot be ruled out that construct and
item bias may have influenced the psychometric properties (Rode, 2005; Van de Vijver &
Hambleton, 1996; Van der Vijver & Leung, 1997).
The findings of this study showed a reasonable support for the reliability and validity of
the Dutch PWB scales. Nevertheless, further research on the factorial validity is recommended.
Within the framework of a confirmative factor analysis, both the factor structure and invariance
of the measurement between diagnostic groups can be examined. Deployment of the PWB
scales within the context of routine outcome monitoring also requires research on test-retest
reliability and the scales’ capabilities to measure changes over time. Measuring PWB in
addition to psychopathological symptoms appeared to be useful, but incremental validity during
the course of treatment needs to be examined into more depth using longitudinal data. In
addition, further research is recommended on the relationship between PWB and maladaptive
personality functioning considering the possible implications for future treatment of patients
with comorbid personality disorders.
PWB within eating disorder patients | 28
In summary, the Dutch PWB scales provided for a fairly reliable and valid way to
measure the construct of PWB within the clinical population of eating disorder patients. It is
not yet known whether the scales can be used to routinely monitor the patient’s progress during
the course of treatment.
PWB within eating disorder patients | 29
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PWB within eating disorder patients | 34
Appendix A
PWB-items of the PGGS
Item Statement
1 De meeste mensen zien mij als liefdevol en hartelijk.
2 Over het algemeen heb ik het gevoel dat ik grip heb op de situatie waarin ik leef.
3 Ik ben niet geïnteresseerd in activiteiten die mijn horizon zouden kunnen verbreden.
4 Als ik terug kijk op mijn leven dan ben ik tevreden met hoe dingen zijn gelopen.
6 Het handhaven van intieme relaties is moeilijk en frustrerend voor me.
7 Ik leef mijn leven van dag tot dag en ik denk niet echt na over de toekomst.
8 Over het algemeen ben ik positief over mezelf en voel ik me zeker van mezelf.
10 Ik voel me vaak eenzaam omdat ik maar weinig goede vrienden heb waarmee ik mijn zorgen
deel.
11 Mijn beslissingen worden gewoonlijk niet beïnvloed door wat anderen doen.
12 Ik pas niet zo goed bij de mensen en de gemeenschap om mij heen.
13 Ik heb de neiging om me op het heden te richten omdat de toekomst me bijna altijd in de
problemen brengt.
14 Ik heb het gevoel dat veel mensen die ik ken meer uit het leven hebben gehaald dan ik.
16 Ik geniet van persoonlijke gesprekken met familieleden of vrienden.
17 Ik heb de neiging om me zorgen te maken over wat anderen van me denken.
18 Ik ben vrij goed in het hanteren van de vele verantwoordelijkheden in mijn dagelijks leven.
19 Ik heb geen behoefte nieuwe dingen uit te proberen. Mijn leven is prima zoals het is.
21 Gelukkig zijn met mezelf is belangrijker voor me dan de goedkeuring van anderen.
22 Ik voel me vaak overweldigd door mijn verantwoordelijkheden.
23 Ik denk dat het belangrijk is om nieuwe ervaringen te hebben die je uitdagen om over jezelf en
de wereld na te denken.
24 Mijn dagelijkse activiteiten lijken me vaak triviaal en onbelangrijk.
25 Ik houd van de meeste aspecten van mijn persoonlijkheid.
27 Ik heb niet veel mensen om me heen die naar me willen luisteren wanneer ik behoefte heb om
te praten.
28 Ik heb de neiging me te laten beïnvloeden door mensen met een uitgesproken mening.
29 Als ik er over nadenk, dan heb ik mezelf niet echt verbeterd in de loop van de tijd.
30 Ik heb geen duidelijk beeld van wat ik probeer te bereiken in mijn leven.
31 Ik heb fouten gemaakt in het verleden, maar ik heb het gevoel dat alles bij elkaar genomen het
uiteindelijk op zijn pootjes terecht is gekomen.
33 Over het algemeen regel ik mijn persoonlijke financiën en zaken goed.
34 Ik was gewend om doelen te stellen voor mezelf, maar nu lijkt dat alleen maar zonde van de
tijd.
35 Op verschillende vlakken voel ik me teleurgesteld over mijn prestaties in het leven
37 Ik heb het idee dat veel andere mensen meer vrienden hebben dan ik.
38 Ik geniet van het maken van plannen voor de toekomst en het werken eraan om ze
werkelijkheid te laten worden.
40 Mensen zullen me omschrijven als een vrijgevig persoon, bereid om mijn tijd door te brengen
met anderen.
41 Ik heb vertrouwen in mijn opvattingen, zelfs als ze in strijd zijn met de algemene consensus.
42 Ik ben goed in het goochelen met mijn tijd zodat ik alles kan doen wat gedaan moet worden.
(continued on next page)
PWB within eating disorder patients | 35
(continued)
43 Ik heb het gevoel dat ik me als mens, in de loop van de tijd, goed heb ontwikkeld.
44 Ik ben een actief persoon als het erom gaat de plannen die ik mezelf heb opgelegd uit te
voeren.
46 Ik heb niet veel warme en vertrouwens-waardige relaties met anderen ervaren.
47 Het is moeilijk voor me om mijn opvattingen uit te spreken over tegenstrijdige zaken.
48 Ik vind het niet prettig om in nieuwe situaties te zijn die van me vragen dat ik mijn oude,
vertrouwde manier van dingen doen moet veranderen.
49 Sommige mensen dwalen doelloos door het leven, maar ik ben daar niet een van.
50 Mijn houding over mezelf is waarschijnlijk niet zo positief als hoe de meeste mensen over
zichzelf denken
52 Ik verander vaak van gedachte over beslissingen wanneer mijn vrienden of familie het niet met
me eens zijn.
53 Het leven is voor mij een continu proces van leren, veranderen en groeien.
54 Ik heb soms het gevoel dat ik alles gedaan heb wat er te doen valt in het leven.
56 Ik weet dat ik mijn vrienden kan vertrouwen en zij weten dat ze mij kunnen vertrouwen.
57 Het verleden had zijn pieken en dalen maar over het algemeen zou ik het niet willen
veranderen.
59 Ik heb er moeite mee om mijn leven zo in te richten dat het me voldoening geeft.
60 Ik heb het lang geleden opgegeven om te proberen grote verbeteringen en veranderingen in
mijn leven aan te brengen.
61 Wanneer ik mijzelf vergelijk met vrienden en kennissen dan geeft het me een goed gevoel over
mezelf.
63 Ik beoordeel mezelf op wat ik belangrijk vind, niet op de waarden die anderen belangrijk
vinden.
64 Ik ben erin geslaagd om een thuis en een levensstijl op te bouwen waarbij ik me prettig voel.
65 Er zit een waarheid in het gezegde dat je een oude hond geen nieuwe trucjes kunt leren.
PWB within eating disorder patients | 36
Appendix B
Supplementary results
Table 1
Variation within items (per scale): mean, variance, and item-total correlation
Item M SD rit
Purpose in Life
7 4.42 1.38 0.36
13 4.37 1.20 0.48
24 3.51 1.36 0.48
30 3.25 1.54 0.63
34 3.76 1.28 0.38
38 3.61 1.41 0.58
44 4.01 1.38 0.35
49 3.59 1.40 0.63
54 4.81 1.15 0.11
Personal Growth
3 4.58 1.31 0.44
19 4.69 1.03 0.29
23 4.84 0.94 0.33
29 3.34 1.47 0.45
43 3.37 1.28 0.52
48 2.69 1.28 0.34
53 4.45 1.09 0.48
60 4.14 1.31 0.57
65 4.44 1.05 0.37
Autonomy
11 3.07 1.32 0.65
17 1.80 0.97 0.50
21 3.61 1.53 0.51
28 3.03 1.35 0.71
41 3.50 1.27 0.65
47 3.20 1.28 0.49
52 3.23 1.28 0.65
63 3.03 1.29 0.61
Environmental Mastery
2 3.02 1.29 0.51
12 3.87 1.39 0.39
18 3.90 1.37 0.63
22 2.90 1.28 0.43
33 4.39 1.25 0.36
42 3.56 1.33 0.52
59 2.44 1.07 0.55
64 3.28 1.31 0.48
(continued on next page)
Note. M=Mean; SD=Standard Deviation; rit=item-total correlation.
PWB within eating disorder patients | 37
Table 1 (continued)
Variation within items (per scale): mean, variance, and item-total correlation
Item M SD rit
Self-Acceptance
4 2.66 1.28 0.63
8 2.24 1.23 0.65
14 2.48 1.38 0.63
25 3.21 1.29 0.63
31 3.23 1.28 0.53
35 2.45 1.20 0.63
50 2.21 1.00 0.45
57 2.91 1.36 0.55
61 2.37 1.08 0.67
Positive Relationships with Others
1 4.53 1.01 0.36
6 3.19 1.51 0.41
10 3.28 1.53 0.64
16 4.48 1.27 0.44
27 4.16 1.35 0.61
37 2.80 1.48 0.59
40 4.15 1.07 0.47
46 3.98 1.43 0.63
56 4.41 1.17 0.57
Note. M=Mean; SD=Standard Deviation; rit=item-total correlation.
PWB within eating disorder patients | 38
Table 2
Means, standard deviations, and percentile ranks for PWB subscale scores for a sample of Dutch
patients with an eating disorder
Eating disorder population
Total ED AN BN BED OSFED
PWB subscale (N=502) (N=177) (N=114) (N=65) (N=146)
Purpose in Life
M (SD) 3.93 (0.79) 3.91 (0.79) 3.95 (0.76) 3.92 (0.80) 3.94 (0.83)
5 2.67 2.44 2.75 2.59 2.56
10 2.78 2.87 2.89 2.73 2.74
15 3.11 3.22 3.11 2.98 3.01
20 3.22 3.33 3.22 3.33 3.22
30 3.56 3.56 3.44 3.56 3.56
40 3.78 3.78 3.67 3.67 3.78
50 3.89 3.89 3.94 3.89 3.94
60 4.11 4.11 4.22 4.22 4.22
70 4.33 4.22 4.44 4.33 4.44
80 4.56 4.56 4.56 4.64 4.67
85 4.78 4.78 4.86 4.78 4.78
90 5.00 5.00 5.00 4.89 5.00
95 5.22 5.11 5.22 5.34 5.33
100 5.67 5.67 5.44 5.67 5.67
Personal Growth
M (SD) 4.06 (0.69) 3.93 (0.65) 4.15 (0.64) 4.17 (0.74) 4.11 (0.73)
5 2.89 2.77 3.00 3.00 2.78
10 3.11 3.11 3.22 3.11 3.00
15 3.33 3.22 3.44 3.32 3.33
20 3.44 3.33 3.56 3.47 3.49
30 3.67 3.67 3.78 3.67 3.89
40 4.00 3.78 4.00 3.98 4.00
50 4.11 4.00 4.22 4.22 4.22
60 4.22 4.11 4.33 4.33 4.24
70 4.44 4.33 4.56 4.56 4.44
80 4.67 4.44 4.67 4.89 4.67
85 4.78 4.59 4.78 5.01 4.78
90 4.89 4.78 5.00 5.22 5.00
95 5.21 4.89 5.22 5.33 5.29
100 6.00 5.33 5.44 5.67 6.00
(continued on next page)
Note. ED=eating disorder; AN=Anorexia Nervosa; BN=Bulimia Nervosa; BED=Binge Eating Disorder;
OSFED=Other Specified Feeding or Eating Disorder; M=Mean; SD=Standard Deviation.
PWB within eating disorder patients | 39
Table 2 (continued)
Means, standard deviations, and percentile ranks for PWB subscale scores for a sample of Dutch
patients with an eating disorder
Eating disorder population
Total ED AN BN BED OSFED
PWB subscale (N=502) (N=177) (N=114) (N=65) (N=146)
Autonomy
M (SD) 3.06 (0.91) 3.92 (0.91) 3.08 (0.84) 3.20 (0.79) 3.15 (0.99)
5 1.63 1.50 1.75 1.83 1.63
10 1.88 1.63 2.00 2.20 1.88
15 2.13 1.88 2.16 2.25 2.01
20 2.25 2.08 2.25 2.40 2.25
30 2.50 2.38 2.63 2.73 2.63
40 2.75 2.63 2.75 3.00 2.88
50 3.00 3.00 3.06 3.25 3.13
60 3.25 3.13 3.25 3.38 3.38
70 3.50 3.38 3.50 3.65 3.63
80 3.88 3.75 3.75 3.95 4.00
85 4.00 3.88 3.88 4.13 4.25
90 4.38 4.15 4.31 4.30 4.50
95 4.63 4.63 4.75 4.50 5.00
100 5.75 5.00 5.00 4.63 5.75
Environmental Mastery
M (SD) 3.42 (0.81) 3.44 (0.78) 3.33 (0.82) 3.33 (0.85) 3.50 (0.81)
5 2.00 1.99 1.97 1.75 2.00
10 2.29 2.25 2.25 2.00 2.38
15 2.63 2.63 2.50 2.36 2.63
20 2.75 2.75 2.63 2.65 2.75
30 3.00 3.00 2.88 2.75 3.13
40 3.25 3.38 3.13 3.18 3.35
50 3.50 3.50 3.38 3.38 3.50
60 3.63 3.75 3.63 3.50 3.78
70 4.00 4.00 3.94 3.75 4.00
80 4.13 4.13 4.13 4.10 4.13
85 4.25 4.25 4.25 4.26 4.38
90 4.38 4.38 4.25 4.68 4.50
95 4.75 4.51 4.66 4.84 4.83
100 5.38 5.25 5.00 4.88 5.38
(continued on next page)
Note. ED=eating disorder; AN=Anorexia Nervosa; BN=Bulimia Nervosa; BED=Binge Eating Disorder;
OSFED=Other Specified Feeding or Eating Disorder; M=Mean; SD=Standard Deviation.
PWB within eating disorder patients | 40
Table 2 (continued)
Means, standard deviations, and percentile ranks for PWB subscale scores for a sample of Dutch
patients with an eating disorder
Eating disorder population
Total ED AN BN BED OSFED
PWB subscale (N=502) (N=177) (N=114) (N=65) (N=146)
Self-Acceptance
M (SD) 2.64 (0.86) 2.48 (0.83) 2.75 (0.82) 2.76 (0.80) 2.70 (0.92)
5 1.33 1.22 1.53 1.56 1.22
10 1.56 1.44 1.78 1.73 1.52
15 1.67 1.56 1.92 1.88 1.78
20 1.89 1.67 2.00 2.00 1.89
30 2.11 1.89 2.22 2.33 2.12
40 2.33 2.24 2.44 2.44 2.31
50 2.56 2.44 2.67 2.67 2.67
60 2.87 2.56 2.89 3.00 2.89
70 3.11 3.00 3.22 3.11 3.21
80 3.33 3.11 3.44 3.42 3.44
85 3.56 3.37 3.67 3.78 3.66
90 3.86 3.67 3.94 3.89 4.00
95 4.21 3.90 4.22 4.33 4.22
100 5.44 5.44 5.00 4.67 5.22
Positive Relationships with Others
M (SD) 3.89 (0.85) 3.80 (0.87) 3.96 (0.83) 3.96 (0.83) 3.91 (0.86)
5 2.44 2.33 2.42 2.59 2.26
10 2.78 2.67 2.89 2.91 2.89
15 3.00 2.89 3.03 3.11 3.11
20 3.11 3.00 3.11 3.22 3.22
30 3.44 3.33 3.44 3.33 3.46
40 3.67 3.56 3.78 3.67 3.78
50 3.89 3.78 4.00 3.89 3.89
60 4.11 4.00 4.22 4.11 4.13
70 4.44 4.33 4.56 4.58 4.43
80 4.67 4.56 4.67 4.78 4.67
85 4.78 4.78 4.78 4.89 4.78
90 5.00 4.91 4.94 5.04 5.00
95 5.22 5.23 5.22 5.38 5.22
100 5.89 5.78 5.78 5.67 5.89
Note. ED=eating disorder; AN=Anorexia Nervosa; BN=Bulimia Nervosa; BED=Binge Eating Disorder;
OSFED=Other Specified Feeding or Eating Disorder; M=Mean; SD=Standard Deviation.
PWB within eating disorder patients | 41
Table 3
Principal component analysis with oblimin rotation
Component Eigenvalues Variance (%)
1 12.74 24.60
2 3.49 6.71
3 2.49 4.78
4 2.21 4.26
5 1.99 3.83
6 1.81 3.48
7 1.35 2.59
8 1.29 2.49
9 1.11 2.14
10 1.08 2.08
11 1.04 2.00
12 0.96 1.85
13 0.93 1.80
14 0.89 1.71
15 0.81 1.56
16 0.80 1.54
17 0.80 1.53
18 0.77 1.49
19 0.74 1.42
20 0.72 1.39
21 0.71 1.36
22 0.67 1.30
23 0.65 1.24
24 0.64 1.23
25 0.60 1.14
26 0.58 1.12
27 0.58 1.11
28 0.55 1.05
29 0.52 0.99
30 0.51 0.98
31 0.49 0.95
32 0.48 0.92
33 0.47 0.91
34 0.47 0.90
35 0.45 0.86
36 0.43 0.83
37 0.41 0.79
38 0.39 0.75
39 0.39 0.74
40 0.37 0.72
41 0.36 0.69
42 0.35 0.67
43 0.33 0.64
.. .. ..
PWB within eating disorder patients | 42
Table 4
Bivariate intercorrelations of PWB subscales and correlations with other measures within
AN-patients (N=177)
Measures
Total
PWB PL PG AUT EM SA PRO
PWB
PL 0.75* -
PG 0.71* 0.61* -
AUT 0.59* 0.22 0.27* -
EM 0.77* 0.57* 0.39* 0.34* -
SA 0.80* 0.48* 0.50* 0.49* 0.56* -
PRO 0.71* 0.41* 0.40* 0.22 0.53* 0.44* -
MHC-SF
Emotional well-being 0.52* 0.51* 0.52* 0.14 0.37* 0.48* 0.52*
Social well-being 0.51* 0.38* 0.41* 0.21 0.42* 0.42* 0.51*
Psychological well-being 0.64* 0.50* 0.48* 0.26* 0.51* 0.55* 0.64*
Total 0.64* 0.53* 0.52* 0.24* 0.50* 0.55* 0.64*
OQ-45
Symptom Distress -0.65* -0.61* -0.44* -0.30* -0.57* -0.55* -0.36*
Interpersonal Relations -0.58* -0.39* -0.39* -0.23 -0.48* -0.44* -0.58*
Social Role -0.47* -0.39* -0.35* -0.16 -0.52* -0.32* -0.47*
Total -0.67* -0.58* -0.46* -0.29* -0.60* -0.54* -0.67*
EDE-Q
Global score -0.37* -0.33* -0.29* -0.32* -0.18 -0.42* -0.07
Note. PL=Purpose in Life, PG=Personal Growth, AUT=Autonomy, EM=Environmental Mastery, SA=Self-
Acceptance, PRO=Positive Relationships with Others; MHC-SF=Mental Health Continuum-Short Form;
OQ-45=Outcome Questionnaire 45; EDE-Q=Eating Disorder Examination Questionnaire; * = p<0.001.
PWB within eating disorder patients | 43
Table 5
Bivariate intercorrelations of PWB subscales and correlations with other measures within
BN-patients (N=114)
Measures
Total
PWB PL PG AUT EM SA PRO
PWB
PL 0.80* -
PG 0.70* 0.51* -
AUT 0.59* 0.26 0.29 -
EM 0.82* 0.73* 0.45* 0.34* -
SA 0.82* 0.54* 0.48* 0.48* 0.67* -
PRO 0.73* 0.54* 0.46* 0.26 0.48* 0.45* -
MHC-SF
Emotional well-being 0.44* 0.27 0.33* 0.22 0.32* 0.53* 0.28
Social well-being 0.59* 0.51* 0.37* 0.27 0.54* 0.45* 0.48*
Psychological well-being 0.62* 0.41* 0.47* 0.37* 0.50* 0.56* 0.44*
Total 0.65* 0.48* 0.46* 0.34* 0.55* 0.59* 0.48*
OQ-45
Symptom Distress -0.58* -0.39* -0.28 -0.34* -0.56* -0.61* -0.41*
Interpersonal Relations -0.59* -0.41* -0.31 -0.32 -0.49* -0.51* -0.55*
Social Role -0.47* -0.29 -0.23 -0.30 -0.52* -0.44* -0.31
Total -0.63* -0.42* -0.31 -0.36* -0.60* -0.62* -0.48*
EDE-Q
Global score -0.23 -0.08 -0.12 -0.23 -0.15 -0.29 -0.13
Note. PL=Purpose in Life, PG=Personal Growth, AUT=Autonomy, EM=Environmental Mastery, SA=Self-
Acceptance, PRO=Positive Relationships with Others; MHC-SF=Mental Health Continuum-Short Form;
OQ-45=Outcome Questionnaire 45; EDE-Q=Eating Disorder Examination Questionnaire; * = p<0.001.
PWB within eating disorder patients | 44
Table 6
Bivariate intercorrelations of PWB subscales and correlations with other measures within
BED-patients (N=65)
Measures
Total
PWB PL PG AUT EM SA PRO
PWB
PL 0.88* -
PG 0.78* 0.77* -
AUT 0.55* 0.33 0.36 -
EM 0.77* 0.63* 0.39 0.37 -
SA 0.83* 0.64* 0.55* 0.42 0.62* -
PRO 0.68* 0.55* 0.44* 0.09 0.45* 0.47* -
MHC-SF
Emotional well-being 0.67* 0.62* 0.52* 0.25 0.51* 0.64* 0.43*
Social well-being 0.51* 0.42* 0.35 0.25 0.40 0.42* 0.42
Psychological well-being 0.73* 0.64* 0.53* 0.35 0.62* 0.60* 0.53*
Total 0.71* 0.62* 0.52* 0.33 0.58* 0.60* 0.52*
OQ-45
Symptom Distress -0.62* -0.54* -0.39 -0.31 -0.49* -0.66* -0.41
Interpersonal Relations -0.66* -0.51* -0.33 -0.27 -0.63* -0.57* -0.63*
Social Role -0.60* -0.51* -0.32 -0.28 -0.66* -0.51* -0.39
Total -0.71* -0.59* -0.41 -0.33 -0.63* -0.69* -0.52*
EDE-Q
Global score -0.27 -0.18 -0.19 -0.24 -0.15 -0.25 -0.21
Note. PL=Purpose in Life, PG=Personal Growth, AUT=Autonomy, EM=Environmental Mastery, SA=Self-
Acceptance, PRO=Positive Relationships with Others; MHC-SF=Mental Health Continuum-Short Form;
OQ-45=Outcome Questionnaire 45; EDE-Q=Eating Disorder Examination Questionnaire; * = p<0.001.
PWB within eating disorder patients | 45
Table 7
Bivariate intercorrelations of PWB subscales and correlations with other measures within
OSFED-patients (N=146)
Measures
Total
PWB PL PG AUT EM SA PRO
PWB
PL 0.79* -
PG 0.82* 0.62* -
AUT 0.72* 0.36* 0.56* -
EM 0.76* 0.66* 0.48* 0.39* -
SA 0.88* 0.60* 0.68* 0.61* 0.61* -
PRO 0.80* 0.53* 0.60* 0.45* 0.55* 0.65* -
MHC-SF
Emotional well-being 0.64* 0.49* 0.50* 0.37* 0.52* 0.62* 0.53*
Social well-being 0.50* 0.41* 0.35* 0.26 0.45* 0.47* 0.47*
Psychological well-being 0.70* 0.54* 0.52* 0.48* 0.55* 0.69* 0.56*
Total 0.70* 0.55* 0.52* 0.43* 0.57* 0.68* 0.59*
OQ-45
Symptom Distress -0.72* -0.52* -0.55* -0.42* -0.60* -0.74* -0.58*
Interpersonal Relations -0.65* -0.45* -0.41* -0.36* -0.53* -0.60* -0.72*
Social Role -0.53* -0.41* -0.34* -0.33* -0.53* -0.48* -0.45*
Total -0.75* -0.54* -0.54* -0.44* -0.65* -0.74* -0.67*
EDE-Q
Global score -0.43* -0.30* -0.27 -0.32* -0.33* -0.52* -0.30*
Note. PL=Purpose in Life, PG=Personal Growth, AUT=Autonomy, EM=Environmental Mastery, SA=Self-
Acceptance, PRO=Positive Relationships with Others; MHC-SF=Mental Health Continuum-Short Form;
OQ-45=Outcome Questionnaire 45; EDE-Q=Eating Disorder Examination Questionnaire; * = p<0.001.